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numerical distribution
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "numerical distribution" is correct and usable in written English.
It can be used in contexts related to statistics, data analysis, or any field where data is organized or represented in numerical form. Example: "The numerical distribution of test scores indicates a significant improvement in student performance over the semester."
✓ Grammatically correct
Science
Alternative expressions(16)
statistical distribution
data distribution
numerical spectrum
a breakdown of number
probability distribution
population distribution
total distribution
likely distribution
typical distribution
distribution of figures
data dissemination
data transmission
a one standard deviation gap
a one standard deviation difference
effect size
a one standard deviation increase
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
26 human-written examples
The mathematical (3σ) criterion [16]: The probability of the numerical distribution is 0.6826 in the area.
The probability of the numerical distribution is 0.9544 in the area (μ − 2σ, μ + 2σ).
The probability of the numerical distribution is 0.6826 in the area.
The numerical distribution of patterns among limb groups was determined and their ratios compared.
[Clarification Statement: Emphasis is on analyzing shifts in numerical distribution of traits and using these shifts as evidence to support explanations].
The numerical distribution of the boreholes included five each in locations underlain by amphibolite, migmatite and gneissic bedrocks, and the last four on granitic terrain (Fig. 4).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
34 human-written examples
As a result, numerical distributions associated with the kinetic parameter for each metabolic reaction were obtained.
Science
This ensures equal weighting of summary statistics with quite different numerical distributions, such as S (zero and positive integers), Tajima's D (all real numbers), and Rozas' R2 (zero and positive real numbers).
Science
Although these technologies both measure RNA abundance, they produce data with different numerical distributions.
Science
After 50, 60, and 70 divisions, however, the experimental and numerical distributions diverge (χ goodness-of-fit test, P = 0.054, 0.054, and 0.012, respectively).
Science
The numerical distributions of differences were quite skewed and different for the different modifications, i.e. H3K4me3 and H3K27ac had higher signals in patient than in control, whereas H3K4me1 had higher signal in control than in patient (Additional file 2).
Science
Expert writing Tips
Best practice
When discussing the "numerical distribution", always specify the context or variable being distributed to provide clarity, for instance, "the numerical distribution of test scores".
Common error
Avoid using "numerical distribution" interchangeably with terms like "normal distribution" or "probability distribution" unless the context explicitly refers to the arrangement of numerical values. Ensure you're not implying a specific statistical model when simply describing the data's spread.
Source & Trust
81%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "numerical distribution" primarily functions as a noun phrase. It serves to name or identify the arrangement or spread of numerical data. Ludwig AI confirms that the phrase is correct and commonly used.
Frequent in
Science
96%
News & Media
2%
Formal & Business
2%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "numerical distribution" is a grammatically sound noun phrase commonly used to describe the arrangement or spread of numerical data. As Ludwig AI confirms, it is suitable for use in formal and scientific contexts. Its purpose is to objectively present the characteristics of numerical datasets. While related terms like "data distribution" and "frequency distribution" offer similar meanings, using "numerical distribution" specifically highlights the numerical aspect. Remember to provide context when using this phrase to prevent confusion with specific statistical models. The analysis shows that this term is frequently used in scientific literature.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data distribution
Focuses specifically on data, simplifying the term.
frequency distribution
Specifies the frequency of numerical values.
statistical distribution
Emphasizes the statistical nature of the distribution.
distribution of values
Highlights the values being distributed.
numerical spread
Focuses on how the numbers are spread out.
pattern of numbers
Emphasizes the pattern formed by the numbers.
distribution of counts
Highlights the distribution of counts.
quantitative distribution
Uses "quantitative" instead of "numerical".
array of numbers
Focuses on the arrangement of numbers in an array format.
number arrangement
Highlights the manner in which the numbers are arranged.
FAQs
How do I describe a "numerical distribution" in simple terms?
A "numerical distribution" refers to how a set of numbers is spread out or arranged. It shows the range of values and how frequently each value appears.
What's the difference between a "numerical distribution" and a "statistical distribution"?
A "numerical distribution" is a general term for how numbers are arranged. A "statistical distribution" is a mathematical function that describes the probability of different outcomes in a statistical experiment.
Can I use other words instead of "numerical" in "numerical distribution"?
Yes, you can use alternatives like "data", "frequency", or "statistical" depending on the context. For instance, "data distribution" or "frequency distribution".
In what fields is the term "numerical distribution" commonly used?
The term "numerical distribution" is commonly used in fields like statistics, data analysis, science, and engineering to describe the arrangement or spread of numerical data.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.3/5
Expert rating
Real-world application tested